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# Etapa 3: criar tabelas, índices e dados de amostra
<a name="getting-started.python.step-3"></a>

**Importante**  
Aviso de fim do suporte: os clientes existentes poderão usar o Amazon QLDB até o final do suporte em 31/07/2025. Para obter mais detalhes, consulte [Migrar um Amazon QLDB Ledger para o Amazon](https://aws.amazon.com/blogs/database/migrate-an-amazon-qldb-ledger-to-amazon-aurora-postgresql/) Aurora PostgreSQL.

Quando seu ledger do Amazon QLDB está ativo e aceita conexão, você pode começar a criar tabelas para dados sobre veículos, seus proprietários e suas informações de registro. Depois de criar as tabelas e os índices, você pode carregá-los com dados.

Nesta etapa, você cria quatro tabelas no ledger `vehicle-registration`:
+ `VehicleRegistration`
+ `Vehicle`
+ `Person`
+ `DriversLicense`

Você também cria os índices a seguir.


****  

| Nome da tabela | Campo | 
| --- | --- | 
| VehicleRegistration | VIN | 
| VehicleRegistration | LicensePlateNumber | 
| Vehicle | VIN | 
| Person | GovId | 
| DriversLicense | LicenseNumber | 
| DriversLicense | PersonId | 

Ao inserir dados de amostra, primeiro você insere documentos na tabela `Person`. Em seguida, você usa o sistema atribuído `id` a partir de cada documento `Person` para preencher os campos correspondentes nos documentos `VehicleRegistration` e `DriversLicense` apropriados.

**dica**  
Como prática recomendada, use o `id` de um documento atribuído pelo sistema como uma chave estrangeira. Embora você possa definir campos destinados a serem identificadores exclusivos (por exemplo, o VIN de um veículo), o verdadeiro identificador exclusivo de um documento é seu `id`. Esse campo está incluído nos metadados do documento, que você pode consultar na *visualização confirmada* (a visualização definida pelo sistema de uma tabela).  
Para obter mais informações sobre visualizações no QLDB, consulte [Conceitos principais](ledger-structure.md). Para saber mais sobre metadados, consulte [Consultar metadados do documento](working.metadata.md).

**Para criar tabelas e índices**

1. Use o programa a seguir (`create_table.py`) para criar as tabelas mencionadas anteriormente.

------
#### [ 3.x ]

   ```
   # Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
   # SPDX-License-Identifier: MIT-0
   #
   # Permission is hereby granted, free of charge, to any person obtaining a copy of this
   # software and associated documentation files (the "Software"), to deal in the Software
   # without restriction, including without limitation the rights to use, copy, modify,
   # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
   # permit persons to whom the Software is furnished to do so.
   #
   # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
   # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
   # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
   # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
   # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
   # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
   #
   # This code expects that you have AWS credentials setup per:
   # https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html
   from logging import basicConfig, getLogger, INFO
   
   from pyqldbsamples.constants import Constants
   from pyqldbsamples.connect_to_ledger import create_qldb_driver
   
   logger = getLogger(__name__)
   basicConfig(level=INFO)
   
   
   def create_table(driver, table_name):
       """
       Create a table with the specified name.
   
       :type driver: :py:class:`pyqldb.driver.qldb_driver.QldbDriver`
       :param driver: An instance of the QldbDriver class.
   
       :type table_name: str
       :param table_name: Name of the table to create.
   
       :rtype: int
       :return: The number of changes to the database.
       """
       logger.info("Creating the '{}' table...".format(table_name))
       statement = 'CREATE TABLE {}'.format(table_name)
       cursor = driver.execute_lambda(lambda executor: executor.execute_statement(statement))
       logger.info('{} table created successfully.'.format(table_name))
       return len(list(cursor))
   
   
   def main(ledger_name=Constants.LEDGER_NAME):
       """
       Create registrations, vehicles, owners, and licenses tables.
       """
       try:
           with create_qldb_driver(ledger_name) as driver:
               create_table(driver, Constants.DRIVERS_LICENSE_TABLE_NAME)
               create_table(driver, Constants.PERSON_TABLE_NAME)
               create_table(driver, Constants.VEHICLE_TABLE_NAME)
               create_table(driver, Constants.VEHICLE_REGISTRATION_TABLE_NAME)
               logger.info('Tables created successfully.')
       except Exception as e:
           logger.exception('Errors creating tables.')
           raise e
   
   
   if __name__ == '__main__':
       main()
   ```

------
#### [ 2.x ]

   ```
   # Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
   # SPDX-License-Identifier: MIT-0
   #
   # Permission is hereby granted, free of charge, to any person obtaining a copy of this
   # software and associated documentation files (the "Software"), to deal in the Software
   # without restriction, including without limitation the rights to use, copy, modify,
   # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
   # permit persons to whom the Software is furnished to do so.
   #
   # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
   # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
   # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
   # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
   # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
   # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
   #
   # This code expects that you have AWS credentials setup per:
   # https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html
   from logging import basicConfig, getLogger, INFO
   
   from pyqldbsamples.constants import Constants
   from pyqldbsamples.connect_to_ledger import create_qldb_session
   
   logger = getLogger(__name__)
   basicConfig(level=INFO)
   
   
   def create_table(transaction_executor, table_name):
       """
       Create a table with the specified name using an Executor object.
   
       :type transaction_executor: :py:class:`pyqldb.execution.executor.Executor`
       :param transaction_executor: An Executor object allowing for execution of statements within a transaction.
   
       :type table_name: str
       :param table_name: Name of the table to create.
   
       :rtype: int
       :return: The number of changes to the database.
       """
       logger.info("Creating the '{}' table...".format(table_name))
       statement = 'CREATE TABLE {}'.format(table_name)
       cursor = transaction_executor.execute_statement(statement)
       logger.info('{} table created successfully.'.format(table_name))
       return len(list(cursor))
   
   
   if __name__ == '__main__':
       """
       Create registrations, vehicles, owners, and licenses tables in a single transaction.
       """
       try:
           with create_qldb_session() as session:
               session.execute_lambda(lambda x: create_table(x, Constants.DRIVERS_LICENSE_TABLE_NAME) and
                                      create_table(x, Constants.PERSON_TABLE_NAME) and
                                      create_table(x, Constants.VEHICLE_TABLE_NAME) and
                                      create_table(x, Constants.VEHICLE_REGISTRATION_TABLE_NAME),
                                      lambda retry_attempt: logger.info('Retrying due to OCC conflict...'))
               logger.info('Tables created successfully.')
       except Exception:
           logger.exception('Errors creating tables.')
   ```

------
**nota**  
Este programa demonstra como usar a função `execute_lambda`. Neste exemplo, você executa várias instruções PartiQL `CREATE TABLE` com uma única expressão lambda.  
Essa função de execução inicia implicitamente uma transação, executa todas as instruções no lambda e, em seguida, confirma automaticamente a transação.

1. Para executar o programa, digite o comando a seguir.

   ```
   python create_table.py
   ```

1. Use o programa a seguir (`create_index.py`) para criar índices nas tabelas, conforme descrito anteriormente.

------
#### [ 3.x ]

   ```
   # Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
   # SPDX-License-Identifier: MIT-0
   #
   # Permission is hereby granted, free of charge, to any person obtaining a copy of this
   # software and associated documentation files (the "Software"), to deal in the Software
   # without restriction, including without limitation the rights to use, copy, modify,
   # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
   # permit persons to whom the Software is furnished to do so.
   #
   # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
   # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
   # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
   # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
   # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
   # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
   #
   # This code expects that you have AWS credentials setup per:
   # https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html
   from logging import basicConfig, getLogger, INFO
   
   from pyqldbsamples.constants import Constants
   from pyqldbsamples.connect_to_ledger import create_qldb_driver
   
   logger = getLogger(__name__)
   basicConfig(level=INFO)
   
   
   def create_index(driver, table_name, index_attribute):
       """
       Create an index for a particular table.
   
       :type driver: :py:class:`pyqldb.driver.qldb_driver.QldbDriver`
       :param driver: An instance of the QldbDriver class.
   
       :type table_name: str
       :param table_name: Name of the table to add indexes for.
   
       :type index_attribute: str
       :param index_attribute: Index to create on a single attribute.
   
       :rtype: int
       :return: The number of changes to the database.
       """
       logger.info("Creating index on '{}'...".format(index_attribute))
       statement = 'CREATE INDEX on {} ({})'.format(table_name, index_attribute)
       cursor = driver.execute_lambda(lambda executor: executor.execute_statement(statement))
       return len(list(cursor))
   
   
   def main(ledger_name=Constants.LEDGER_NAME):
       """
       Create indexes on tables in a particular ledger.
       """
       logger.info('Creating indexes on all tables...')
       try:
           with create_qldb_driver(ledger_name) as driver:
               create_index(driver, Constants.PERSON_TABLE_NAME, Constants.GOV_ID_INDEX_NAME)
               create_index(driver, Constants.VEHICLE_TABLE_NAME, Constants.VEHICLE_VIN_INDEX_NAME)
               create_index(driver, Constants.VEHICLE_REGISTRATION_TABLE_NAME, Constants.LICENSE_PLATE_NUMBER_INDEX_NAME)
               create_index(driver, Constants.VEHICLE_REGISTRATION_TABLE_NAME, Constants.VEHICLE_VIN_INDEX_NAME)
               create_index(driver, Constants.DRIVERS_LICENSE_TABLE_NAME, Constants.PERSON_ID_INDEX_NAME)
               create_index(driver, Constants.DRIVERS_LICENSE_TABLE_NAME, Constants.LICENSE_NUMBER_INDEX_NAME)
               logger.info('Indexes created successfully.')
       except Exception as e:
           logger.exception('Unable to create indexes.')
           raise e
   
   
   if __name__ == '__main__':
       main()
   ```

------
#### [ 2.x ]

   ```
   # Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
   # SPDX-License-Identifier: MIT-0
   #
   # Permission is hereby granted, free of charge, to any person obtaining a copy of this
   # software and associated documentation files (the "Software"), to deal in the Software
   # without restriction, including without limitation the rights to use, copy, modify,
   # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
   # permit persons to whom the Software is furnished to do so.
   #
   # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
   # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
   # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
   # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
   # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
   # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
   #
   # This code expects that you have AWS credentials setup per:
   # https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html
   from logging import basicConfig, getLogger, INFO
   
   from pyqldbsamples.constants import Constants
   from pyqldbsamples.connect_to_ledger import create_qldb_session
   
   logger = getLogger(__name__)
   basicConfig(level=INFO)
   
   
   def create_index(transaction_executor, table_name, index_attribute):
       """
       Create an index for a particular table.
   
       :type transaction_executor: :py:class:`pyqldb.execution.executor.Executor`
       :param transaction_executor: An Executor object allowing for execution of statements within a transaction.
   
       :type table_name: str
       :param table_name: Name of the table to add indexes for.
   
       :type index_attribute: str
       :param index_attribute: Index to create on a single attribute.
   
       :rtype: int
       :return: The number of changes to the database.
       """
       logger.info("Creating index on '{}'...".format(index_attribute))
       statement = 'CREATE INDEX on {} ({})'.format(table_name, index_attribute)
       cursor = transaction_executor.execute_statement(statement)
       return len(list(cursor))
   
   
   if __name__ == '__main__':
       """
       Create indexes on tables in a particular ledger.
       """
       logger.info('Creating indexes on all tables in a single transaction...')
       try:
           with create_qldb_session() as session:
               session.execute_lambda(lambda x: create_index(x, Constants.PERSON_TABLE_NAME,
                                                             Constants.GOV_ID_INDEX_NAME)
                                      and create_index(x, Constants.VEHICLE_TABLE_NAME,
                                                       Constants.VEHICLE_VIN_INDEX_NAME)
                                      and create_index(x, Constants.VEHICLE_REGISTRATION_TABLE_NAME,
                                                       Constants.LICENSE_PLATE_NUMBER_INDEX_NAME)
                                      and create_index(x, Constants.VEHICLE_REGISTRATION_TABLE_NAME,
                                                       Constants.VEHICLE_VIN_INDEX_NAME)
                                      and create_index(x, Constants.DRIVERS_LICENSE_TABLE_NAME,
                                                       Constants.PERSON_ID_INDEX_NAME)
                                      and create_index(x, Constants.DRIVERS_LICENSE_TABLE_NAME,
                                                       Constants.LICENSE_NUMBER_INDEX_NAME),
                                      lambda retry_attempt: logger.info('Retrying due to OCC conflict...'))
               logger.info('Indexes created successfully.')
       except Exception:
           logger.exception('Unable to create indexes.')
   ```

------

1. Para executar o programa, digite o comando a seguir.

   ```
   python create_index.py
   ```

**Para carregar os dados de exemplo em tabelas**

1. Examine o arquivo (`sample_data.py`) a seguir, que representa os dados de amostra que você insere nas tabelas `vehicle-registration`. Esse arquivo também é importado do pacote `amazon.ion` para fornecer funções auxiliares que convertem, analisam e imprimem dados do [Amazon Ion](ion.md). 

   ```
   # Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
   # SPDX-License-Identifier: MIT-0
   #
   # Permission is hereby granted, free of charge, to any person obtaining a copy of this
   # software and associated documentation files (the "Software"), to deal in the Software
   # without restriction, including without limitation the rights to use, copy, modify,
   # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
   # permit persons to whom the Software is furnished to do so.
   #
   # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
   # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
   # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
   # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
   # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
   # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
   from datetime import datetime
   from decimal import Decimal
   from logging import basicConfig, getLogger, INFO
   
   from amazon.ion.simple_types import IonPyBool, IonPyBytes, IonPyDecimal, IonPyDict, IonPyFloat, IonPyInt, IonPyList, \
       IonPyNull, IonPySymbol, IonPyText, IonPyTimestamp
   from amazon.ion.simpleion import dumps, loads
   
   logger = getLogger(__name__)
   basicConfig(level=INFO)
   IonValue = (IonPyBool, IonPyBytes, IonPyDecimal, IonPyDict, IonPyFloat, IonPyInt, IonPyList, IonPyNull, IonPySymbol,
               IonPyText, IonPyTimestamp)
   
   
   class SampleData:
       """
       Sample domain objects for use throughout this tutorial.
       """
       DRIVERS_LICENSE = [
           {
               'PersonId': '',
               'LicenseNumber': 'LEWISR261LL',
               'LicenseType': 'Learner',
               'ValidFromDate': datetime(2016, 12, 20),
               'ValidToDate': datetime(2020, 11, 15)
           },
           {
               'PersonId': '',
               'LicenseNumber': 'LOGANB486CG',
               'LicenseType': 'Probationary',
               'ValidFromDate': datetime(2016, 4, 6),
               'ValidToDate': datetime(2020, 11, 15)
           },
           {
               'PersonId': '',
               'LicenseNumber': '744 849 301',
               'LicenseType': 'Full',
               'ValidFromDate': datetime(2017, 12, 6),
               'ValidToDate': datetime(2022, 10, 15)
           },
           {
               'PersonId': '',
               'LicenseNumber': 'P626-168-229-765',
               'LicenseType': 'Learner',
               'ValidFromDate': datetime(2017, 8, 16),
               'ValidToDate': datetime(2021, 11, 15)
           },
           {
               'PersonId': '',
               'LicenseNumber': 'S152-780-97-415-0',
               'LicenseType': 'Probationary',
               'ValidFromDate': datetime(2015, 8, 15),
               'ValidToDate': datetime(2021, 8, 21)
           }
       ]
       PERSON = [
           {
               'FirstName': 'Raul',
               'LastName': 'Lewis',
               'Address': '1719 University Street, Seattle, WA, 98109',
               'DOB': datetime(1963, 8, 19),
               'GovId': 'LEWISR261LL',
               'GovIdType': 'Driver License'
           },
           {
               'FirstName': 'Brent',
               'LastName': 'Logan',
               'DOB': datetime(1967, 7, 3),
               'Address': '43 Stockert Hollow Road, Everett, WA, 98203',
               'GovId': 'LOGANB486CG',
               'GovIdType': 'Driver License'
           },
           {
               'FirstName': 'Alexis',
               'LastName': 'Pena',
               'DOB': datetime(1974, 2, 10),
               'Address': '4058 Melrose Street, Spokane Valley, WA, 99206',
               'GovId': '744 849 301',
               'GovIdType': 'SSN'
           },
           {
               'FirstName': 'Melvin',
               'LastName': 'Parker',
               'DOB': datetime(1976, 5, 22),
               'Address': '4362 Ryder Avenue, Seattle, WA, 98101',
               'GovId': 'P626-168-229-765',
               'GovIdType': 'Passport'
           },
           {
               'FirstName': 'Salvatore',
               'LastName': 'Spencer',
               'DOB': datetime(1997, 11, 15),
               'Address': '4450 Honeysuckle Lane, Seattle, WA, 98101',
               'GovId': 'S152-780-97-415-0',
               'GovIdType': 'Passport'
           }
       ]
       VEHICLE = [
           {
               'VIN': '1N4AL11D75C109151',
               'Type': 'Sedan',
               'Year': 2011,
               'Make': 'Audi',
               'Model': 'A5',
               'Color': 'Silver'
           },
           {
               'VIN': 'KM8SRDHF6EU074761',
               'Type': 'Sedan',
               'Year': 2015,
               'Make': 'Tesla',
               'Model': 'Model S',
               'Color': 'Blue'
           },
           {
               'VIN': '3HGGK5G53FM761765',
               'Type': 'Motorcycle',
               'Year': 2011,
               'Make': 'Ducati',
               'Model': 'Monster 1200',
               'Color': 'Yellow'
           },
           {
               'VIN': '1HVBBAANXWH544237',
               'Type': 'Semi',
               'Year': 2009,
               'Make': 'Ford',
               'Model': 'F 150',
               'Color': 'Black'
           },
           {
               'VIN': '1C4RJFAG0FC625797',
               'Type': 'Sedan',
               'Year': 2019,
               'Make': 'Mercedes',
               'Model': 'CLK 350',
               'Color': 'White'
           }
       ]
       VEHICLE_REGISTRATION = [
           {
               'VIN': '1N4AL11D75C109151',
               'LicensePlateNumber': 'LEWISR261LL',
               'State': 'WA',
               'City': 'Seattle',
               'ValidFromDate': datetime(2017, 8, 21),
               'ValidToDate': datetime(2020, 5, 11),
               'PendingPenaltyTicketAmount': Decimal('90.25'),
               'Owners': {
                   'PrimaryOwner': {'PersonId': ''},
                   'SecondaryOwners': []
               }
           },
           {
               'VIN': 'KM8SRDHF6EU074761',
               'LicensePlateNumber': 'CA762X',
               'State': 'WA',
               'City': 'Kent',
               'PendingPenaltyTicketAmount': Decimal('130.75'),
               'ValidFromDate': datetime(2017, 9, 14),
               'ValidToDate': datetime(2020, 6, 25),
               'Owners': {
                   'PrimaryOwner': {'PersonId': ''},
                   'SecondaryOwners': []
               }
           },
           {
               'VIN': '3HGGK5G53FM761765',
               'LicensePlateNumber': 'CD820Z',
               'State': 'WA',
               'City': 'Everett',
               'PendingPenaltyTicketAmount': Decimal('442.30'),
               'ValidFromDate': datetime(2011, 3, 17),
               'ValidToDate': datetime(2021, 3, 24),
               'Owners': {
                   'PrimaryOwner': {'PersonId': ''},
                   'SecondaryOwners': []
               }
           },
           {
               'VIN': '1HVBBAANXWH544237',
               'LicensePlateNumber': 'LS477D',
               'State': 'WA',
               'City': 'Tacoma',
               'PendingPenaltyTicketAmount': Decimal('42.20'),
               'ValidFromDate': datetime(2011, 10, 26),
               'ValidToDate': datetime(2023, 9, 25),
               'Owners': {
                   'PrimaryOwner': {'PersonId': ''},
                   'SecondaryOwners': []
               }
           },
           {
               'VIN': '1C4RJFAG0FC625797',
               'LicensePlateNumber': 'TH393F',
               'State': 'WA',
               'City': 'Olympia',
               'PendingPenaltyTicketAmount': Decimal('30.45'),
               'ValidFromDate': datetime(2013, 9, 2),
               'ValidToDate': datetime(2024, 3, 19),
               'Owners': {
                   'PrimaryOwner': {'PersonId': ''},
                   'SecondaryOwners': []
               }
           }
       ]
   
   
   def convert_object_to_ion(py_object):
       """
       Convert a Python object into an Ion object.
   
       :type py_object: object
       :param py_object: The object to convert.
   
       :rtype: :py:class:`amazon.ion.simple_types.IonPyValue`
       :return: The converted Ion object.
       """
       ion_object = loads(dumps(py_object))
       return ion_object
   
   
   def to_ion_struct(key, value):
       """
       Convert the given key and value into an Ion struct.
   
       :type key: str
       :param key: The key which serves as an unique identifier.
   
       :type value: str
       :param value: The value associated with a given key.
   
       :rtype: :py:class:`amazon.ion.simple_types.IonPyDict`
       :return: The Ion dictionary object.
       """
       ion_struct = dict()
       ion_struct[key] = value
       return loads(str(ion_struct))
   
   
   def get_document_ids(transaction_executor, table_name, field, value):
       """
       Gets the document IDs from the given table.
   
       :type transaction_executor: :py:class:`pyqldb.execution.executor.Executor`
       :param transaction_executor: An Executor object allowing for execution of statements within a transaction.
   
       :type table_name: str
       :param table_name: The table name to query.
   
       :type field: str
       :param field: A field to query.
   
       :type value: str
       :param value: The key of the given field.
   
       :rtype: list
       :return: A list of document IDs.
       """
       query = "SELECT id FROM {} AS t BY id WHERE t.{} = ?".format(table_name, field)
       cursor = transaction_executor.execute_statement(query, convert_object_to_ion(value))
       return list(map(lambda table: table.get('id'), cursor))
   
   
   def get_document_ids_from_dml_results(result):
       """
       Return a list of modified document IDs as strings from DML results.
   
       :type result: :py:class:`pyqldb.cursor.buffered_cursor.BufferedCursor`
       :param: result: The result set from DML operation.
   
       :rtype: list
       :return: List of document IDs.
       """
       ret_val = list(map(lambda x: x.get('documentId'), result))
       return ret_val
   
   
   def print_result(cursor):
       """
       Pretty print the result set. Returns the number of documents in the result set.
   
       :type cursor: :py:class:`pyqldb.cursor.stream_cursor.StreamCursor`/
                     :py:class:`pyqldb.cursor.buffered_cursor.BufferedCursor`
       :param cursor: An instance of the StreamCursor or BufferedCursor class.
   
       :rtype: int
       :return: Number of documents in the result set.
       """
       result_counter = 0
       for row in cursor:
           # Each row would be in Ion format.
           print_ion(row)
           result_counter += 1
       return result_counter
   
   
   def print_ion(ion_value):
       """
       Pretty print an Ion Value.
   
       :type ion_value: :py:class:`amazon.ion.simple_types.IonPySymbol`
       :param ion_value: Any Ion Value to be pretty printed.
       """
       logger.info(dumps(ion_value, binary=False, indent='  ', omit_version_marker=True))
   ```
**nota**  
A `get_document_ids` função executa uma consulta que retorna um documento atribuído pelo sistema a IDs partir de uma tabela. Para saber mais, consulte [Usar a cláusula BY para consultar o ID do documento](working.metadata.by-clause.md).

1. Use o programa a seguir (`insert_document.py`) para inserir os dados de amostra em suas tabelas.

------
#### [ 3.x ]

   ```
   # Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
   # SPDX-License-Identifier: MIT-0
   #
   # Permission is hereby granted, free of charge, to any person obtaining a copy of this
   # software and associated documentation files (the "Software"), to deal in the Software
   # without restriction, including without limitation the rights to use, copy, modify,
   # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
   # permit persons to whom the Software is furnished to do so.
   #
   # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
   # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
   # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
   # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
   # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
   # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
   #
   # This code expects that you have AWS credentials setup per:
   # https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html
   from logging import basicConfig, getLogger, INFO
   
   from pyqldbsamples.constants import Constants
   from pyqldbsamples.model.sample_data import convert_object_to_ion, SampleData, get_document_ids_from_dml_results
   from pyqldbsamples.connect_to_ledger import create_qldb_driver
   
   logger = getLogger(__name__)
   basicConfig(level=INFO)
   
   
   def update_person_id(document_ids):
       """
       Update the PersonId value for DriversLicense records and the PrimaryOwner value for VehicleRegistration records.
   
       :type document_ids: list
       :param document_ids: List of document IDs.
   
       :rtype: list
       :return: Lists of updated DriversLicense records and updated VehicleRegistration records.
       """
       new_drivers_licenses = SampleData.DRIVERS_LICENSE.copy()
       new_vehicle_registrations = SampleData.VEHICLE_REGISTRATION.copy()
       for i in range(len(SampleData.PERSON)):
           drivers_license = new_drivers_licenses[i]
           registration = new_vehicle_registrations[i]
           drivers_license.update({'PersonId': str(document_ids[i])})
           registration['Owners']['PrimaryOwner'].update({'PersonId': str(document_ids[i])})
       return new_drivers_licenses, new_vehicle_registrations
   
   
   def insert_documents(driver, table_name, documents):
       """
       Insert the given list of documents into a table in a single transaction.
   
       :type driver: :py:class:`pyqldb.driver.qldb_driver.QldbDriver`
       :param driver: An instance of the QldbDriver class.
   
       :type table_name: str
       :param table_name: Name of the table to insert documents into.
   
       :type documents: list
       :param documents: List of documents to insert.
   
       :rtype: list
       :return: List of documents IDs for the newly inserted documents.
       """
       logger.info('Inserting some documents in the {} table...'.format(table_name))
       statement = 'INSERT INTO {} ?'.format(table_name)
       cursor = driver.execute_lambda(lambda executor: executor.execute_statement(statement,
                                                                                  convert_object_to_ion(documents)))
       list_of_document_ids = get_document_ids_from_dml_results(cursor)
   
       return list_of_document_ids
   
   
   def update_and_insert_documents(driver):
       """
       Handle the insertion of documents and updating PersonIds.
   
       :type driver: :py:class:`pyqldb.driver.qldb_driver.QldbDriver`
       :param driver: An instance of the QldbDriver class.
       """
       list_ids = insert_documents(driver, Constants.PERSON_TABLE_NAME, SampleData.PERSON)
   
       logger.info("Updating PersonIds for 'DriversLicense' and PrimaryOwner for 'VehicleRegistration'...")
       new_licenses, new_registrations = update_person_id(list_ids)
   
       insert_documents(driver, Constants.VEHICLE_TABLE_NAME, SampleData.VEHICLE)
       insert_documents(driver, Constants.VEHICLE_REGISTRATION_TABLE_NAME, new_registrations)
       insert_documents(driver, Constants.DRIVERS_LICENSE_TABLE_NAME, new_licenses)
   
   
   def main(ledger_name=Constants.LEDGER_NAME):
       """
       Insert documents into a table in a QLDB ledger.
       """
       try:
           with create_qldb_driver(ledger_name) as driver:
               # An INSERT statement creates the initial revision of a document with a version number of zero.
               # QLDB also assigns a unique document identifier in GUID format as part of the metadata.
               update_and_insert_documents(driver)
               logger.info('Documents inserted successfully!')
       except Exception as e:
           logger.exception('Error inserting or updating documents.')
           raise e
   
   
   if __name__ == '__main__':
       main()
   ```

------
#### [ 2.x ]

   ```
   # Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved.
   # SPDX-License-Identifier: MIT-0
   #
   # Permission is hereby granted, free of charge, to any person obtaining a copy of this
   # software and associated documentation files (the "Software"), to deal in the Software
   # without restriction, including without limitation the rights to use, copy, modify,
   # merge, publish, distribute, sublicense, and/or sell copies of the Software, and to
   # permit persons to whom the Software is furnished to do so.
   #
   # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED,
   # INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A
   # PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
   # HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
   # OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
   # SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
   #
   # This code expects that you have AWS credentials setup per:
   # https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html
   from logging import basicConfig, getLogger, INFO
   
   from pyqldbsamples.constants import Constants
   from pyqldbsamples.model.sample_data import convert_object_to_ion, SampleData, get_document_ids_from_dml_results
   from pyqldbsamples.connect_to_ledger import create_qldb_session
   
   logger = getLogger(__name__)
   basicConfig(level=INFO)
   
   
   def update_person_id(document_ids):
       """
       Update the PersonId value for DriversLicense records and the PrimaryOwner value for VehicleRegistration records.
   
       :type document_ids: list
       :param document_ids: List of document IDs.
   
       :rtype: list
       :return: Lists of updated DriversLicense records and updated VehicleRegistration records.
       """
       new_drivers_licenses = SampleData.DRIVERS_LICENSE.copy()
       new_vehicle_registrations = SampleData.VEHICLE_REGISTRATION.copy()
       for i in range(len(SampleData.PERSON)):
           drivers_license = new_drivers_licenses[i]
           registration = new_vehicle_registrations[i]
           drivers_license.update({'PersonId': str(document_ids[i])})
           registration['Owners']['PrimaryOwner'].update({'PersonId': str(document_ids[i])})
       return new_drivers_licenses, new_vehicle_registrations
   
   
   def insert_documents(transaction_executor, table_name, documents):
       """
       Insert the given list of documents into a table in a single transaction.
   
       :type transaction_executor: :py:class:`pyqldb.execution.executor.Executor`
       :param transaction_executor: An Executor object allowing for execution of statements within a transaction.
   
       :type table_name: str
       :param table_name: Name of the table to insert documents into.
   
       :type documents: list
       :param documents: List of documents to insert.
   
       :rtype: list
       :return: List of documents IDs for the newly inserted documents.
       """
       logger.info('Inserting some documents in the {} table...'.format(table_name))
       statement = 'INSERT INTO {} ?'.format(table_name)
       cursor = transaction_executor.execute_statement(statement, convert_object_to_ion(documents))
       list_of_document_ids = get_document_ids_from_dml_results(cursor)
   
       return list_of_document_ids
   
   
   def update_and_insert_documents(transaction_executor):
       """
       Handle the insertion of documents and updating PersonIds all in a single transaction.
   
       :type transaction_executor: :py:class:`pyqldb.execution.executor.Executor`
       :param transaction_executor: An Executor object allowing for execution of statements within a transaction.
       """
       list_ids = insert_documents(transaction_executor, Constants.PERSON_TABLE_NAME, SampleData.PERSON)
   
       logger.info("Updating PersonIds for 'DriversLicense' and PrimaryOwner for 'VehicleRegistration'...")
       new_licenses, new_registrations = update_person_id(list_ids)
   
       insert_documents(transaction_executor, Constants.VEHICLE_TABLE_NAME, SampleData.VEHICLE)
       insert_documents(transaction_executor, Constants.VEHICLE_REGISTRATION_TABLE_NAME, new_registrations)
       insert_documents(transaction_executor, Constants.DRIVERS_LICENSE_TABLE_NAME, new_licenses)
   
   
   if __name__ == '__main__':
       """
       Insert documents into a table in a QLDB ledger.
       """
       try:
           with create_qldb_session() as session:
               # An INSERT statement creates the initial revision of a document with a version number of zero.
               # QLDB also assigns a unique document identifier in GUID format as part of the metadata.
               session.execute_lambda(lambda executor: update_and_insert_documents(executor),
                                      lambda retry_attempt: logger.info('Retrying due to OCC conflict...'))
               logger.info('Documents inserted successfully!')
       except Exception:
           logger.exception('Error inserting or updating documents.')
   ```

------
**nota**  
Este programa demonstra como chamar a função `execute_statement` com valores parametrizados. Você pode passar parâmetros de dados além da instrução partiQL que deseja executar. Use um ponto de interrogação (`?`) como um marcador variável em sua string de instrução.
Se uma instrução `INSERT` for bem-sucedida, ela retornará a `id` de cada documento inserido.

1. Para executar o programa, digite o comando a seguir.

   ```
   python insert_document.py
   ```

Em seguida, você pode usar instruções `SELECT` para ler os dados das tabelas no ledger `vehicle-registration`. Vá para [Etapa 4: consultar as tabelas em um ledger](getting-started.python.step-4.md).